Industries / Software & SaaS
Software and AI engineering for SaaS teams
For founders, CTOs, and product teams improving an existing application. We help scope and build AI features, data integrations, and the engineering controls needed for release.
- 01Existing product
- 02Defined feature
- 03Tests and review
- 04Release and handover
Industries
How we can help
AI inside your product
Add document extraction, search with source references, report generation, or an assistant that uses defined application operations.
Connected product data
Build ingestion and API integrations with data checks, access rules, monitoring, and recovery from failed jobs.
Ready for customer review
Improve tenant isolation, release checks, operational documentation, and evidence for enterprise security reviews.
Build around your existing system
Start with the user task, current codebase, data, and constraints. We agree whether the work needs a purchased tool, an integration, or custom development before choosing the implementation.
Quality, access, and operating costs
Test the feature on representative tasks before release. Check which data each user can access, how failures reach the operator, and what happens when a job is stopped. Record latency and cost alongside output quality.
Relevant founder experience
Andrei “Pax” Popa’s roles at Motif AI and Kin AI cover AI product engineering. His Jazz work covers collaborative software and developer tools; FourthSpace covers data platforms and analytical workflows. These are roles held by the founder, not a list of PaxDynamics clients.
Protected data and verifiable workflows
Add wallet and chain-data integration, credential verification, or a confidential processing pilot around one product feature.
What you receive
What we can deliver
A defined scope with acceptance criteria and a working feature in the agreed application.
Task-specific quality checks, permission tests, and agreed limits on model use and cost.
Release instructions, monitoring, and technical handover to your team.
Related services and examples
Contact
Discuss one product decision
Tell us about the existing application, the user task, and the release constraints. A first engagement can assess feasibility or deliver a bounded prototype with agreed tests.
Discuss your product